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False Discovery Rate Control


False Discovery Rate

The commonly used Bonferroni correction controls the FWER. If we test each hypothesis at a significance level of (alpha/# of hypothesis tests), we guarantee ...

False discovery rate - Wikipedia

In statistics, the false discovery rate (FDR) is a method of conceptualizing the rate of type I errors in null hypothesis testing when conducting multiple ...

A practical guide to methods controlling false discoveries in ...

The false discovery rate (FDR), or expected proportion of discoveries which are falsely rejected [13], was more recently proposed as an ...

False Discovery Rate - an overview | ScienceDirect Topics

False discovery rate (FDR) is a statistical method used in neuroscience to correct for multiple comparisons. It is a less conservative approach compared to ...

False discovery rate control – Support Help Center - Optimizely

False discovery rate control is a statistical procedure for correcting multiplicity caused by running multiple hypothesis tests at once. You can ...

Controlling the False Discovery Rate: A Practical and Powerful - jstor

For independent test statistics and for any configuration of false null hypotheses, the above procedure controls the FDR at q*. Proof. The theorem follows from ...

A Tutorial on False Discovery Control - Statistics & Data Science

The False Discovery Rate (FDR) for a multiple testing threshold. T is defined as the expected FDP using that procedure: FDR = E FDP(T) . Page 14. Aside: The ...

False Discovery Rate – Glossary - Split Software

False Discovery Rate (FDR) is a statistical measure used to assess the rate of Type I errors in hypothesis testing or significance testing.

False Discovery Rate Control With Groups - PMC

In this article, we demonstrate the benefit of considering group structure by presenting a p-value weighting procedure which utilizes the relative importance ...

Controlling the False Discovery Rate: A Practical and Powerful ...

A simple sequential Bonferronitype procedure is proved to control the false discovery rate for independent test statistics, and a simulation study shows that ...

false_discovery_control — SciPy v1.14.1 Manual

The false discovery rate (FDR) is the expected proportion of rejected null hypotheses that are actually true. If the null hypothesis is rejected when the ...

A selective inference approach for false discovery rate control using ...

We explore one such method, adaptive P-value thresholding (AdaPT), in the framework of genome-wide association studies (GWAS) and gene expression/coexpression ...

False discovery rate control is a recommended alternative ... - PubMed

The false discovery rate approach is more powerful than methods like the Bonferroni procedure that control false positive rates.

False discovery rate control is a recommended alternative to ...

The reason false discovery rate control is an attractive alternative to false positive rate adjustments is that it explicitly controls the error rate of test ...

[2002.12321] PAPRIKA: Private Online False Discovery Rate Control

In this work, we study False Discovery Rate (FDR) control in multiple hypothesis testing under the constraint of differential privacy for the sample.

False discovery rate control: Moving beyond the Benjamini ... - bioRxiv

Modern bioinformatics studies often involve numerous simultaneous statistical tests, increasing the risk of false discoveries. To control the ...

The control of the false discovery rate in multiple testing under ...

Abstract. Benjamini and Hochberg suggest that the false discovery rate may be the appropriate error rate to control in many applied multiple testing problems. A ...

The Control of the False Discovery Rate in Multiple Testing ... - jstor

A simple procedure was given there as an FDR controlling procedure for independent test statistics and was shown to be much more powerful than comparable ...

On the Adaptive Control of the False Discovery Rate in Multiple ...

The adaptive procedure is shown to control the FDR and have substantially better power than the previously suggested FDR controlling method.

False Discovery Rate Control with E-values - Oxford Academic

We design a natural analogue of the Benjamini-Hochberg (BH) procedure for false discovery rate (FDR) control that utilizes e-values, called the e-BH procedure, ...